Black Eyed SusanSuggested by Glenn Beer. The Black Eyed Susan is the official drink of the Preakness Stakes horse race, which is the second leg of the American Triple Crown, held on the third Saturday in May at the Pimlico Race Course in Baltimore, Maryland, USA.